Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	1947
Missing cells	2219
Missing cells (%)	5.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	525.9 KiB
Average record size in memory	276.6 B

Variable types

Categorical	2
Numeric	18

Alerts

`Country` has a high cardinality: 126 distinct values	High cardinality
`Country_Code` has a high cardinality: 126 distinct values	High cardinality
`Total Agri Production` is highly overall correlated with `GDP(1000 USD)` and 3 other fields	High correlation
`GDP(1000 USD)` is highly overall correlated with `Total Agri Production` and 7 other fields	High correlation
`GDP per capita` is highly overall correlated with `GDP(1000 USD)` and 6 other fields	High correlation
`No of frost days` is highly overall correlated with `Avg temperature` and 1 other fields	High correlation
`Avg temperature` is highly overall correlated with `No of frost days` and 2 other fields	High correlation
`Gross enrolment ratio, primary to tertiary, both sexes (%)` is highly overall correlated with `GDP(1000 USD)` and 6 other fields	High correlation
`Area` is highly overall correlated with `Total Agri Production` and 2 other fields	High correlation
`Population` is highly overall correlated with `Total Agri Production` and 3 other fields	High correlation
`Fertilizer Use Per Area` is highly overall correlated with `GDP(1000 USD)` and 3 other fields	High correlation
`Fertilizer Use Per Capita` is highly overall correlated with `GDP(1000 USD)` and 5 other fields	High correlation
`Credit to Agriculture` is highly overall correlated with `Total Agri Production` and 4 other fields	High correlation
`Agriculture share of Government Expenditure` is highly overall correlated with `GDP per capita` and 1 other fields	High correlation
`Water Use Efficiency` is highly overall correlated with `GDP per capita`	High correlation
`Gini coefficient` is highly overall correlated with `No of frost days` and 1 other fields	High correlation
`Agri_Prod_Per_Capita` is highly overall correlated with `GDP(1000 USD)` and 3 other fields	High correlation
`Credit to Agriculture` has 1341 (68.9%) missing values	Missing
`FDI inflows to Agriculture` has 498 (25.6%) missing values	Missing
`Agriculture share of Government Expenditure` has 113 (5.8%) missing values	Missing
`Water Use Efficiency` has 57 (2.9%) missing values	Missing
`Gini coefficient` has 210 (10.8%) missing values	Missing
`Total Agri Production` has unique values	Unique
`GDP(1000 USD)` has unique values	Unique
`GDP per capita` has unique values	Unique
`Population` has unique values	Unique
`Agri_Prod_Per_Capita` has unique values	Unique
`No of frost days` has 740 (38.0%) zeros	Zeros
`Water Use Efficiency` has 66 (3.4%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 21:24:00.324762
Analysis finished	2023-12-12 21:24:51.287505
Duration	50.96 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Country
Categorical

Distinct	126
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Memory size	138.0 KiB

Indonesia	28
Italy	28
France	28
Finland	28
Sweden	28
Other values (121)	1807

Length

Max length	24
Median length	18
Mean length	7.5711351
Min length	4

Characters and Unicode

Total characters	14741
Distinct characters	50
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

1st row	Albania
2nd row	Albania
3rd row	Albania
4th row	Albania
5th row	Albania

Common Values

Value	Count	Frequency (%)
Indonesia	28	1.4%
Italy	28	1.4%
France	28	1.4%
Finland	28	1.4%
Sweden	28	1.4%
Spain	28	1.4%
Norway	28	1.4%
Albania	27	1.4%
Portugal	27	1.4%
Ireland	27	1.4%
Other values (116)	1670	85.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
indonesia	28	1.3%
france	28	1.3%
finland	28	1.3%
sweden	28	1.3%
spain	28	1.3%
norway	28	1.3%
italy	28	1.3%
cyprus	27	1.3%
switzerland	27	1.3%
slovenia	27	1.3%
Other values (131)	1856	87.0%

Most occurring characters

Value	Count	Frequency (%)
a	2483	16.8%
i	1324	9.0%
n	1176	8.0%
e	967	6.6%
r	942	6.4%
o	733	5.0%
l	712	4.8%
u	585	4.0%
t	495	3.4%
d	477	3.2%
Other values (40)	4847	32.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12422	84.3%
Uppercase Letter	2129	14.4%
Space Separator	186	1.3%
Dash Punctuation	4	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	2483	20.0%
i	1324	10.7%
n	1176	9.5%
e	967	7.8%
r	942	7.6%
o	733	5.9%
l	712	5.7%
u	585	4.7%
t	495	4.0%
d	477	3.8%
Other values (16)	2528	20.4%

Uppercase Letter

Value	Count	Frequency (%)
M	234	11.0%
S	206	9.7%
B	194	9.1%
C	185	8.7%
I	154	7.2%
A	143	6.7%
P	136	6.4%
N	119	5.6%
G	106	5.0%
F	103	4.8%
Other values (12)	549	25.8%

Space Separator

Value	Count	Frequency (%)
	186	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14551	98.7%
Common	190	1.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	2483	17.1%
i	1324	9.1%
n	1176	8.1%
e	967	6.6%
r	942	6.5%
o	733	5.0%
l	712	4.9%
u	585	4.0%
t	495	3.4%
d	477	3.3%
Other values (38)	4657	32.0%

Common

Value	Count	Frequency (%)
	186	97.9%
-	4	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14741	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	2483	16.8%
i	1324	9.0%
n	1176	8.0%
e	967	6.6%
r	942	6.4%
o	733	5.0%
l	712	4.8%
u	585	4.0%
t	495	3.4%
d	477	3.2%
Other values (40)	4847	32.9%

Year
Real number (ℝ)

Distinct	29
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2005.5172

Minimum	1991
Maximum	2019
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	1991
5-th percentile	1992
Q1	1999
median	2006
Q3	2012
95-th percentile	2017
Maximum	2019
Range	28
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	7.9921652
Coefficient of variation (CV)	0.0039850893
Kurtosis	-1.106318
Mean	2005.5172
Median Absolute Deviation (MAD)	7
Skewness	-0.15736562
Sum	3904742
Variance	63.874704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
2011	81	4.2%
2010	80	4.1%
2005	79	4.1%
2017	78	4.0%
2015	77	4.0%
2012	77	4.0%
2009	77	4.0%
2014	76	3.9%
2008	76	3.9%
2006	75	3.9%
Other values (19)	1171	60.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1991	59	3.0%
1992	54	2.8%
1993	61	3.1%
1994	62	3.2%
1995	62	3.2%
1996	61	3.1%
1997	40	2.1%
1998	47	2.4%
1999	68	3.5%
2000	64	3.3%

Value	Count	Frequency (%)
2019	23	1.2%
2018	68	3.5%
2017	78	4.0%
2016	75	3.9%
2015	77	4.0%
2014	76	3.9%
2013	72	3.7%
2012	77	4.0%
2011	81	4.2%
2010	80	4.1%

Total Agri Production
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	1947
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44875692

Minimum	296
Maximum	3.5353873 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	296
5-th percentile	184524.8
Q1	1712568
median	7002967
Q3	21676264
95-th percentile	1.078384 × 10⁸
Maximum	3.5353873 × 10⁹
Range	3.535387 × 10⁹
Interquartile range (IQR)	19963696

Descriptive statistics

Standard deviation	2.2379089 × 10⁸
Coefficient of variation (CV)	4.9869067
Kurtosis	129.77568
Mean	44875692
Median Absolute Deviation (MAD)	5982424
Skewness	10.838162
Sum	8.7372971 × 10¹⁰
Variance	5.0082361 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1885819	1	0.1%
5977448	1	0.1%
5998273	1	0.1%
6076422	1	0.1%
5401121	1	0.1%
5561801	1	0.1%
5029095	1	0.1%
4729117	1	0.1%
4501672	1	0.1%
4417239	1	0.1%
Other values (1937)	1937	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
296	1	0.1%
361	1	0.1%
12531	1	0.1%
15465	1	0.1%
16208	1	0.1%
16648	1	0.1%
18165	1	0.1%
18564	1	0.1%
20884	1	0.1%
21415	1	0.1%

Value	Count	Frequency (%)
3535387313	1	0.1%
2925750697	1	0.1%
2841977977	1	0.1%
2840032663	1	0.1%
2835023231	1	0.1%
2775716224	1	0.1%
2766587295	1	0.1%
2662942827	1	0.1%
2619834639	1	0.1%
2032418918	1	0.1%

GDP(1000 USD)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	1947
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0685466 × 10⁸

Minimum	586795.63
Maximum	1.4698222 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	586795.63
5-th percentile	1818154.8
Q1	9697771.5
median	46658765
Q3	2.3972704 × 10⁸
95-th percentile	1.4710856 × 10⁹
Maximum	1.4698222 × 10¹⁰
Range	1.4697635 × 10¹⁰
Interquartile range (IQR)	2.3002927 × 10⁸

Descriptive statistics

Standard deviation	9.4354267 × 10⁸
Coefficient of variation (CV)	3.0748846
Kurtosis	107.61935
Mean	3.0685466 × 10⁸
Median Absolute Deviation (MAD)	43341446
Skewness	9.0549583
Sum	5.9744603 × 10¹¹
Variance	8.9027277 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1700439.125	1	0.1%
8542083.076	1	0.1%
6640050.345	1	0.1%
5979106.917	1	0.1%
5890906.18	1	0.1%
5730380.115	1	0.1%
4713497.173	1	0.1%
4534418.924	1	0.1%
4330701.346	1	0.1%
3787172.382	1	0.1%
Other values (1937)	1937	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
586795.628	1	0.1%
591839.46	1	0.1%
628101.556	1	0.1%
639723.72	1	0.1%
654572.445	1	0.1%
662345.748	1	0.1%
679885.548	1	0.1%
706370.812	1	0.1%
726881.639	1	0.1%
729321.669	1	0.1%

Value	Count	Frequency (%)
1.469822224 × 10¹⁰	1	0.1%
1.431192091 × 10¹⁰	1	0.1%
1.270220398 × 10¹⁰	1	0.1%
1.159924424 × 10¹⁰	1	0.1%
1.141600351 × 10¹⁰	1	0.1%
1.08219859 × 10¹⁰	1	0.1%
9897700345	1	0.1%
8838004954	1	0.1%
7836902033	1	0.1%
6344068421	1	0.1%

GDP per capita
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	1947
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13792.068

Minimum	94.466448
Maximum	119940.37
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	94.466448
5-th percentile	331.62174
Q1	1541.1599
median	5359.2391
Q3	19019.03
95-th percentile	52633.895
Maximum	119940.37
Range	119845.9
Interquartile range (IQR)	17477.87

Descriptive statistics

Standard deviation	18754.519
Coefficient of variation (CV)	1.3598047
Kurtosis	5.5135113
Mean	13792.068
Median Absolute Deviation (MAD)	4757.7823
Skewness	2.1882247
Sum	26853157
Variance	3.51732 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
515.173587	1	0.1%
422.642863	1	0.1%
258.539662	1	0.1%
236.028142	1	0.1%
236.051027	1	0.1%
233.326416	1	0.1%
206.877791	1	0.1%
203.286386	1	0.1%
198.703869	1	0.1%
178.074409	1	0.1%
Other values (1937)	1937	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
94.466448	1	0.1%
95.482892	1	0.1%
102.439454	1	0.1%
108.213069	1	0.1%
112.611423	1	0.1%
115.381036	1	0.1%
115.54302	1	0.1%
119.796791	1	0.1%
128.505986	1	0.1%
131.94554	1	0.1%

Value	Count	Frequency (%)
119940.3682	1	0.1%
116793.6197	1	0.1%
112667.7211	1	0.1%
110752.3473	1	0.1%
110203.0082	1	0.1%
106581.887	1	0.1%
105455.8957	1	0.1%
102892.2834	1	0.1%
101514.3718	1	0.1%
100590.9564	1	0.1%

Country_Code
Categorical

Distinct	126
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Memory size	129.3 KiB

IDN	28
ITA	28
REU	28
FIN	28
SWE	28
Other values (121)	1807

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	5841
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

1st row	ALB
2nd row	ALB
3rd row	ALB
4th row	ALB
5th row	ALB

Common Values

Value	Count	Frequency (%)
IDN	28	1.4%
ITA	28	1.4%
REU	28	1.4%
FIN	28	1.4%
SWE	28	1.4%
ESP	28	1.4%
NOR	28	1.4%
ALB	27	1.4%
PRT	27	1.4%
IRL	27	1.4%
Other values (116)	1670	85.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
idn	28	1.4%
swe	28	1.4%
nor	28	1.4%
esp	28	1.4%
ita	28	1.4%
fin	28	1.4%
reu	28	1.4%
alb	27	1.4%
mex	27	1.4%
prt	27	1.4%
Other values (116)	1670	85.8%

Most occurring characters

Value	Count	Frequency (%)
R	552	9.5%
N	449	7.7%
A	446	7.6%
L	402	6.9%
S	324	5.5%
E	317	5.4%
T	312	5.3%
M	299	5.1%
U	286	4.9%
I	270	4.6%
Other values (16)	2184	37.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5841	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	552	9.5%
N	449	7.7%
A	446	7.6%
L	402	6.9%
S	324	5.5%
E	317	5.4%
T	312	5.3%
M	299	5.1%
U	286	4.9%
I	270	4.6%
Other values (16)	2184	37.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5841	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	552	9.5%
N	449	7.7%
A	446	7.6%
L	402	6.9%
S	324	5.5%
E	317	5.4%
T	312	5.3%
M	299	5.1%
U	286	4.9%
I	270	4.6%
Other values (16)	2184	37.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5841	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	552	9.5%
N	449	7.7%
A	446	7.6%
L	402	6.9%
S	324	5.5%
E	317	5.4%
T	312	5.3%
M	299	5.1%
U	286	4.9%
I	270	4.6%
Other values (16)	2184	37.4%

No of frost days
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	814
Distinct (%)	41.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3223986

Minimum	0
Maximum	20.21
Zeros	740
Zeros (%)	38.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.89
Q3	7.805
95-th percentile	15.945
Maximum	20.21
Range	20.21
Interquartile range (IQR)	7.805

Descriptive statistics

Standard deviation	5.5455188
Coefficient of variation (CV)	1.2829726
Kurtosis	0.086561791
Mean	4.3223986
Median Absolute Deviation (MAD)	0.89
Skewness	1.1123251
Sum	8415.71
Variance	30.752778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	740	38.0%
0.01	22	1.1%
0.02	14	0.7%
0.07	12	0.6%
0.04	10	0.5%
0.05	9	0.5%
0.13	7	0.4%
0.12	6	0.3%
0.21	5	0.3%
0.11	5	0.3%
Other values (804)	1117	57.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	740	38.0%
0.01	22	1.1%
0.02	14	0.7%
0.03	4	0.2%
0.04	10	0.5%
0.05	9	0.5%
0.06	5	0.3%
0.07	12	0.6%
0.08	5	0.3%
0.09	2	0.1%

Value	Count	Frequency (%)
20.21	2	0.1%
20.04	1	0.1%
19.79	1	0.1%
19.77	1	0.1%
19.76	1	0.1%
19.74	1	0.1%
19.66	2	0.1%
19.58	1	0.1%
19.54	1	0.1%
19.48	1	0.1%

Precipitation
Real number (ℝ)

Distinct	1844
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.388665

Minimum	0.85
Maximum	335.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	0.85
5-th percentile	9.578
Q1	52.85
median	75.34
Q3	118.42
95-th percentile	248.644
Maximum	335.77
Range	334.92
Interquartile range (IQR)	65.57

Descriptive statistics

Standard deviation	64.82247
Coefficient of variation (CV)	0.70162795
Kurtosis	1.7183209
Mean	92.388665
Median Absolute Deviation (MAD)	32.05
Skewness	1.3192265
Sum	179880.73
Variance	4201.9526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.39	3	0.2%
66.85	3	0.2%
49.89	2	0.1%
151.24	2	0.1%
66.57	2	0.1%
44.36	2	0.1%
46.35	2	0.1%
126.71	2	0.1%
158.55	2	0.1%
62.18	2	0.1%
Other values (1834)	1925	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.85	1	0.1%
1.47	1	0.1%
1.78	1	0.1%
1.93	1	0.1%
2.21	1	0.1%
2.34	1	0.1%
2.93	1	0.1%
2.94	1	0.1%
3.12	1	0.1%
3.3	1	0.1%

Value	Count	Frequency (%)
335.77	1	0.1%
325.68	1	0.1%
318.52	1	0.1%
313.86	1	0.1%
309.09	1	0.1%
308.63	1	0.1%
306.84	1	0.1%
306.06	1	0.1%
305.58	1	0.1%
303.97	1	0.1%

Avg temperature
Real number (ℝ)

Distinct	1359
Distinct (%)	69.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.400077

Minimum	-4.96
Maximum	29.78
Zeros	0
Zeros (%)	0.0%
Negative	52
Negative (%)	2.7%
Memory size	30.4 KiB

Quantile statistics

Minimum	-4.96
5-th percentile	1.97
Q1	9.34
median	18.34
Q3	24.615
95-th percentile	27.607
Maximum	29.78
Range	34.74
Interquartile range (IQR)	15.275

Descriptive statistics

Standard deviation	8.6651123
Coefficient of variation (CV)	0.52835802
Kurtosis	-1.0314779
Mean	16.400077
Median Absolute Deviation (MAD)	7.42
Skewness	-0.3306468
Sum	31930.95
Variance	75.084171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.37	7	0.4%
25.17	6	0.3%
23.98	6	0.3%
26.5	5	0.3%
20.81	5	0.3%
25.95	5	0.3%
23.62	5	0.3%
12.55	4	0.2%
25.82	4	0.2%
7.42	4	0.2%
Other values (1349)	1896	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.96	1	0.1%
-4.88	1	0.1%
-4.79	1	0.1%
-4.4	1	0.1%
-4.38	1	0.1%
-4.36	1	0.1%
-4.35	1	0.1%
-4.34	1	0.1%
-4.33	1	0.1%
-4.26	1	0.1%

Value	Count	Frequency (%)
29.78	1	0.1%
29.29	2	0.1%
29.14	1	0.1%
29.11	1	0.1%
29.09	1	0.1%
29.08	1	0.1%
29.06	1	0.1%
29.02	1	0.1%
29	1	0.1%
28.99	1	0.1%

Gross enrolment ratio, primary to tertiary, both sexes (%)
Real number (ℝ)

Distinct	1946
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.874749

Minimum	13.86884
Maximum	133.05758
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	13.86884
5-th percentile	42.561947
Q1	67.29152
median	77.84823
Q3	89.868985
95-th percentile	101.82071
Maximum	133.05758
Range	119.18874
Interquartile range (IQR)	22.577465

Descriptive statistics

Standard deviation	18.34336
Coefficient of variation (CV)	0.2386136
Kurtosis	0.7030922
Mean	76.874749
Median Absolute Deviation (MAD)	11.35819
Skewness	-0.61375974
Sum	149675.14
Variance	336.47887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
96.28946	2	0.1%
61.45394	1	0.1%
59.4382	1	0.1%
59.69782	1	0.1%
55.74447	1	0.1%
56.83317	1	0.1%
60.95266	1	0.1%
58.42994	1	0.1%
58.16263	1	0.1%
58.05668	1	0.1%
Other values (1936)	1936	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.86884	1	0.1%
14.54958	1	0.1%
14.7984	1	0.1%
15.68368	1	0.1%
16.44042	1	0.1%
16.733	1	0.1%
17.16467	1	0.1%
17.20653	1	0.1%
17.80632	1	0.1%
18.42457	1	0.1%

Value	Count	Frequency (%)
133.05758	1	0.1%
131.17207	1	0.1%
126.40767	1	0.1%
119.79754	1	0.1%
118.66204	1	0.1%
118.17177	1	0.1%
118.03144	1	0.1%
117.94248	1	0.1%
117.60128	1	0.1%
117.58541	1	0.1%

Area
Real number (ℝ)

Distinct	1692
Distinct (%)	86.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30374.974

Minimum	0.66
Maximum	529038.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	0.66
5-th percentile	66
Q1	1579.6553
median	4995
Q3	27177.5
95-th percentile	173642.61
Maximum	529038.6
Range	529037.94
Interquartile range (IQR)	25597.845

Descriptive statistics

Standard deviation	73578.445
Coefficient of variation (CV)	2.4223377
Kurtosis	25.411729
Mean	30374.974
Median Absolute Deviation (MAD)	4810
Skewness	4.6884948
Sum	59140075
Variance	5.4137875 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.4	11	0.6%
10	10	0.5%
215494	10	0.5%
13	8	0.4%
40895	8	0.4%
1042	8	0.4%
1.55	7	0.4%
9	7	0.4%
38820	7	0.4%
4121	6	0.3%
Other values (1682)	1865	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.66	3	0.2%
1.5	2	0.1%
1.55	7	0.4%
2.4	1	0.1%
2.9	1	0.1%
3	1	0.1%
8	4	0.2%
8.11	1	0.1%
8.9	1	0.1%
9	7	0.4%

Value	Count	Frequency (%)
529038.6	1	0.1%
528451.7556	1	0.1%
528280.8	1	0.1%
527861.9111	1	0.1%
527526.5	1	0.1%
527272.0667	1	0.1%
526768.8	1	0.1%
526013.5	1	0.1%
525260.8	1	0.1%
524505.5	1	0.1%

Population
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	1947
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50737959

Minimum	84534
Maximum	1.4538015 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	84534
5-th percentile	407482.7
Q1	3322607
median	9259362
Q3	28206781
95-th percentile	1.4879806 × 10⁸
Maximum	1.4538015 × 10⁹
Range	1.453717 × 10⁹
Interquartile range (IQR)	24884174

Descriptive statistics

Standard deviation	1.8515789 × 10⁸
Coefficient of variation (CV)	3.6492971
Kurtosis	39.947938
Mean	50737959
Median Absolute Deviation (MAD)	7296497
Skewness	6.3011607
Sum	9.8786806 × 10¹⁰
Variance	3.4283443 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3300711	1	0.1%
20211114	1	0.1%
25682908	1	0.1%
25332178	1	0.1%
24956071	1	0.1%
24559500	1	0.1%
22783969	1	0.1%
22305571	1	0.1%
21794751	1	0.1%
21267359	1	0.1%
Other values (1937)	1937	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
84534	1	0.1%
85695	1	0.1%
86729	1	0.1%
87674	1	0.1%
89644	1	0.1%
91030	1	0.1%
92409	1	0.1%
93827	1	0.1%
95309	1	0.1%
96714	1	0.1%

Value	Count	Frequency (%)
1453801543	1	0.1%
1448928199	1	0.1%
1442041109	1	0.1%
1433546767	1	0.1%
1425242661	1	0.1%
1416568531	1	0.1%
1407320843	1	0.1%
1397611702	1	0.1%
1387984919	1	0.1%
1383112050	1	0.1%

Fertilizer Use Per Area
Real number (ℝ)

Distinct	1867
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.12509

Minimum	0
Maximum	450.24
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2.606
Q1	25.89
median	80.87
Q3	134.49
95-th percentile	268.901
Maximum	450.24
Range	450.24
Interquartile range (IQR)	108.6

Descriptive statistics

Standard deviation	84.718563
Coefficient of variation (CV)	0.88133664
Kurtosis	1.3498845
Mean	96.12509
Median Absolute Deviation (MAD)	54.44
Skewness	1.2050949
Sum	187155.55
Variance	7177.235
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.9	6	0.3%
99.99	4	0.2%
0.27	4	0.2%
0.36	3	0.2%
118.32	3	0.2%
0.38	3	0.2%
187.5	3	0.2%
36.44	2	0.1%
116.66	2	0.1%
100.62	2	0.1%
Other values (1857)	1915	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.01	2	0.1%
0.05	1	0.1%
0.07	2	0.1%
0.1	1	0.1%
0.11	1	0.1%
0.12	1	0.1%
0.12	1	0.1%
0.15	1	0.1%
0.24	1	0.1%

Value	Count	Frequency (%)
450.24	1	0.1%
423.43	1	0.1%
421.95	1	0.1%
419.96	1	0.1%
414.15	1	0.1%
411.26	1	0.1%
405.13	1	0.1%
403.81	1	0.1%
403.74	1	0.1%
400	2	0.1%

Fertilizer Use Per Capita
Real number (ℝ)

Distinct	1682
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.020252

Minimum	0
Maximum	211.27
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.573
Q1	4.345
median	16.26
Q3	35.88
95-th percentile	85.36
Maximum	211.27
Range	211.27
Interquartile range (IQR)	31.535

Descriptive statistics

Standard deviation	30.912043
Coefficient of variation (CV)	1.1879994
Kurtosis	8.4694922
Mean	26.020252
Median Absolute Deviation (MAD)	13.6
Skewness	2.513806
Sum	50661.43
Variance	955.55439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	6	0.3%
2.21	5	0.3%
0.03	4	0.2%
1.8	4	0.2%
0.28	4	0.2%
0.99	4	0.2%
0.53	4	0.2%
0.33	4	0.2%
0.15	4	0.2%
1.75	4	0.2%
Other values (1672)	1904	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
0.01	6	0.3%
0.02	1	0.1%
0.03	4	0.2%
0.04	1	0.1%
0.06	1	0.1%
0.06	1	0.1%
0.08	1	0.1%
0.09	1	0.1%
0.11	2	0.1%

Value	Count	Frequency (%)
211.27	1	0.1%
208.97	1	0.1%
201.94	1	0.1%
193.55	1	0.1%
190.35	1	0.1%
189.74	1	0.1%
189.33	1	0.1%
189.09	1	0.1%
188.35	1	0.1%
187.09	1	0.1%

Credit to Agriculture
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	402
Distinct (%)	66.3%
Missing	1341
Missing (%)	68.9%
Infinite	0
Infinite (%)	0.0%
Mean	4.0088955 × 10⁹

Minimum	22750
Maximum	1.6745882 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	22750
5-th percentile	1908322.5
Q1	20880190
median	1.5218554 × 10⁸
Q3	2.3454454 × 10⁹
95-th percentile	1.3625657 × 10¹⁰
Maximum	1.6745882 × 10¹¹
Range	1.674588 × 10¹¹
Interquartile range (IQR)	2.3245652 × 10⁹

Descriptive statistics

Standard deviation	1.5685228 × 10¹⁰
Coefficient of variation (CV)	3.9126058
Kurtosis	57.915123
Mean	4.0088955 × 10⁹
Median Absolute Deviation (MAD)	1.4895162 × 10⁸
Skewness	7.2791102
Sum	2.4293907 × 10¹²
Variance	2.4602637 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4780220	15	0.8%
3380230821	13	0.7%
626275204	13	0.7%
145252153	13	0.7%
2322587105	12	0.6%
299843630	12	0.6%
2932418	10	0.5%
3579285995	10	0.5%
2315782599	10	0.5%
1565934	9	0.5%
Other values (392)	489	25.1%
(Missing)	1341	68.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22750	1	0.1%
22949	1	0.1%
110922	1	0.1%
193377	1	0.1%
548755	1	0.1%
676187	1	0.1%
820313	2	0.1%
872220	6	0.3%
968685	2	0.1%
1251219	1	0.1%

Value	Count	Frequency (%)
1.67458821 × 10¹¹	1	0.1%
1.52580569 × 10¹¹	1	0.1%
1.299489373 × 10¹¹	1	0.1%
1.264921285 × 10¹¹	1	0.1%
1.183343021 × 10¹¹	1	0.1%
1.153926557 × 10¹¹	1	0.1%
9.878236343 × 10¹⁰	1	0.1%
8.770622482 × 10¹⁰	1	0.1%
8.535623139 × 10¹⁰	1	0.1%
6.393300178 × 10¹⁰	1	0.1%

FDI inflows to Agriculture
Real number (ℝ)

Distinct	1006
Distinct (%)	69.4%
Missing	498
Missing (%)	25.6%
Infinite	0
Infinite (%)	0.0%
Mean	43444558

Minimum	-1.2093895 × 10⁹
Maximum	4.93221 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	333
Negative (%)	17.1%
Memory size	30.4 KiB

Quantile statistics

Minimum	-1.2093895 × 10⁹
5-th percentile	-22478921
Q1	12
median	3693038
Q3	22515214
95-th percentile	1.9935133 × 10⁸
Maximum	4.93221 × 10⁹
Range	6.1415995 × 10⁹
Interquartile range (IQR)	22515202

Descriptive statistics

Standard deviation	2.5953516 × 10⁸
Coefficient of variation (CV)	5.9739394
Kurtosis	178.2757
Mean	43444558
Median Absolute Deviation (MAD)	5596402
Skewness	11.670494
Sum	6.2951165 × 10¹⁰
Variance	6.7358499 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	30	1.5%
-333505	26	1.3%
-660000	22	1.1%
2000000	20	1.0%
59095	18	0.9%
-585930	17	0.9%
-108514000	13	0.7%
-108125	12	0.6%
15330857	12	0.6%
6870265	12	0.6%
Other values (996)	1267	65.1%
(Missing)	498	25.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1209389531	1	0.1%
-972491668	1	0.1%
-661112651	1	0.1%
-425491573	2	0.1%
-419391308	1	0.1%
-400034541	1	0.1%
-382105017	1	0.1%
-366852658	1	0.1%
-334451348	1	0.1%
-273647000	1	0.1%

Value	Count	Frequency (%)
4932210000	1	0.1%
4157780000	1	0.1%
3632120000	1	0.1%
3141160000	1	0.1%
2345480000	1	0.1%
2016398000	1	0.1%
1967640000	1	0.1%
1346195657	1	0.1%
1282000000	1	0.1%
1235222379	1	0.1%

Agriculture share of Government Expenditure
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	537
Distinct (%)	29.3%
Missing	113
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.8423773

Minimum	0.09
Maximum	24.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	0.09
5-th percentile	0.33
Q1	1.21
median	2.15
Q3	3.57
95-th percentile	7.4805
Maximum	24.49
Range	24.4
Interquartile range (IQR)	2.36

Descriptive statistics

Standard deviation	2.7393325
Coefficient of variation (CV)	0.96374694
Kurtosis	13.48451
Mean	2.8423773
Median Absolute Deviation (MAD)	1.125
Skewness	3.0503585
Sum	5212.92
Variance	7.5039423
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.69	26	1.3%
0.84	20	1.0%
3.41	20	1.0%
0.93	17	0.9%
1.63	16	0.8%
1.3	16	0.8%
1.89	15	0.8%
1.68	15	0.8%
4.69	14	0.7%
3.23	14	0.7%
Other values (527)	1661	85.3%
(Missing)	113	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.09	1	0.1%
0.1	1	0.1%
0.11	2	0.1%
0.12	3	0.2%
0.15	1	0.1%
0.16	3	0.2%
0.18	6	0.3%
0.19	12	0.6%
0.2	1	0.1%
0.21	1	0.1%

Value	Count	Frequency (%)
24.49	1	0.1%
19.85	10	0.5%
17.75	1	0.1%
17.11	1	0.1%
16.37	1	0.1%
16.3	1	0.1%
16.16	1	0.1%
15.96	1	0.1%
15.93	1	0.1%
15.61	1	0.1%

Water Use Efficiency
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	273
Distinct (%)	14.4%
Missing	57
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.89304762

Minimum	0
Maximum	13.01
Zeros	66
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
median	0.26
Q3	0.71
95-th percentile	4.17
Maximum	13.01
Range	13.01
Interquartile range (IQR)	0.62

Descriptive statistics

Standard deviation	1.8556668
Coefficient of variation (CV)	2.0779035
Kurtosis	21.438722
Mean	0.89304762
Median Absolute Deviation (MAD)	0.21
Skewness	4.2658827
Sum	1687.86
Variance	3.4434993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.03	74	3.8%
0.05	69	3.5%
0.18	67	3.4%
0	66	3.4%
0.04	57	2.9%
0.02	50	2.6%
0.07	39	2.0%
0.15	38	2.0%
0.06	37	1.9%
0.1	35	1.8%
Other values (263)	1358	69.7%
(Missing)	57	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	3.4%
0.01	32	1.6%
0.02	50	2.6%
0.03	74	3.8%
0.04	57	2.9%
0.05	69	3.5%
0.06	37	1.9%
0.07	39	2.0%
0.08	30	1.5%
0.09	35	1.8%

Value	Count	Frequency (%)
13.01	19	1.0%
10.22	14	0.7%
7.51	1	0.1%
7.27	1	0.1%
7.06	1	0.1%
6.95	1	0.1%
6.87	1	0.1%
6.74	1	0.1%
6.64	1	0.1%
6.63	1	0.1%

Gini coefficient
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1343
Distinct (%)	77.3%
Missing	210
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.37079691

Minimum	0.22879762
Maximum	0.6331876
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	0.22879762
5-th percentile	0.26626759
Q1	0.30899726
median	0.35222571
Q3	0.42179673
95-th percentile	0.53712081
Maximum	0.6331876
Range	0.40438998
Interquartile range (IQR)	0.11279948

Descriptive statistics

Standard deviation	0.084111108
Coefficient of variation (CV)	0.22683875
Kurtosis	0.43933617
Mean	0.37079691
Median Absolute Deviation (MAD)	0.051831986
Skewness	0.8953943
Sum	644.07423
Variance	0.0070746784
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3303795578	18	0.9%
0.2801997614	16	0.8%
0.3008940076	13	0.7%
0.2683603697	12	0.6%
0.3877535169	12	0.6%
0.4594159019	12	0.6%
0.353803358	10	0.5%
0.4221257523	10	0.5%
0.3565342212	10	0.5%
0.4071830247	10	0.5%
Other values (1333)	1614	82.9%
(Missing)	210	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2287976171	1	0.1%
0.2295589642	1	0.1%
0.2302460553	1	0.1%
0.2315850224	1	0.1%
0.2316944935	1	0.1%
0.2331429317	1	0.1%
0.2336110806	1	0.1%
0.2345913699	1	0.1%
0.2353520108	1	0.1%
0.2356371389	1	0.1%

Value	Count	Frequency (%)
0.6331875979	7	0.4%
0.6324036513	6	0.3%
0.6302607273	9	0.5%
0.613307461	3	0.2%
0.6079065038	8	0.4%
0.5873960008	1	0.1%
0.5868289301	1	0.1%
0.5821961738	1	0.1%
0.5815903937	2	0.1%
0.5811751924	1	0.1%

Agri_Prod_Per_Capita
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	1947
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	875.38899

Minimum	1.0127137
Maximum	4690.0415
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	30.4 KiB

Quantile statistics

Minimum	1.0127137
5-th percentile	139.98234
Q1	405.85494
median	728.68936
Q3	1200.1201
95-th percentile	2146.9748
Maximum	4690.0415
Range	4689.0288
Interquartile range (IQR)	794.26512

Descriptive statistics

Standard deviation	635.68583
Coefficient of variation (CV)	0.72617526
Kurtosis	2.3406303
Mean	875.38899
Median Absolute Deviation (MAD)	358.42771
Skewness	1.3682678
Sum	1704382.4
Variance	404096.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
571.3372058	1	0.1%
295.750546	1	0.1%
233.5511617	1	0.1%
239.8697025	1	0.1%
216.4251336	1	0.1%
226.4623058	1	0.1%
220.7295401	1	0.1%
212.0150612	1	0.1%
206.5484483	1	0.1%
207.7004014	1	0.1%
Other values (1937)	1937	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.012713662	1	0.1%
1.214564002	1	0.1%
8.984165916	1	0.1%
12.1046208	1	0.1%
13.97824933	1	0.1%
14.88768916	1	0.1%
16.49928667	1	0.1%
17.56364592	1	0.1%
20.93958286	1	0.1%
21.70491145	1	0.1%

Value	Count	Frequency (%)
4690.041525	1	0.1%
3650.151094	1	0.1%
3593.730364	1	0.1%
3587.088299	1	0.1%
3549.855931	1	0.1%
3435.208578	1	0.1%
3413.282865	1	0.1%
3380.458142	1	0.1%
3325.858827	1	0.1%
3239.049977	1	0.1%

Auto

Heatmap
Table

	Year	Total Agri Production	GDP(1000 USD)	GDP per capita	No of frost days	Precipitation	Avg temperature	Gross enrolment ratio, primary to tertiary, both sexes (%)	Area	Population	Fertilizer Use Per Area	Fertilizer Use Per Capita	Credit to Agriculture	FDI inflows to Agriculture	Agriculture share of Government Expenditure	Water Use Efficiency	Gini coefficient	Agri_Prod_Per_Capita
Year	1.000	0.163	0.235	0.266	-0.057	0.046	0.086	0.333	-0.060	0.048	0.117	0.008	0.097	0.156	-0.160	0.066	-0.018	0.307
Total Agri Production	0.163	1.000	0.795	0.074	0.122	0.034	-0.091	0.174	0.720	0.899	0.179	0.331	0.763	0.359	-0.195	-0.015	0.029	0.460
GDP(1000 USD)	0.235	0.795	1.000	0.582	0.281	-0.023	-0.266	0.529	0.429	0.630	0.523	0.545	0.813	0.225	-0.464	0.271	-0.179	0.522
GDP per capita	0.266	0.074	0.582	1.000	0.315	-0.056	-0.390	0.804	-0.303	-0.215	0.656	0.574	0.311	-0.089	-0.600	0.543	-0.417	0.606
No of frost days	-0.057	0.122	0.281	0.315	1.000	-0.201	-0.929	0.452	0.047	-0.029	0.174	0.437	0.375	-0.058	-0.186	0.078	-0.561	0.314
Precipitation	0.046	0.034	-0.023	-0.056	-0.201	1.000	0.114	-0.022	-0.126	0.023	0.149	0.071	0.166	0.043	0.049	0.135	0.277	0.023
Avg temperature	0.086	-0.091	-0.266	-0.390	-0.929	0.114	1.000	-0.524	0.045	0.098	-0.252	-0.499	-0.416	0.113	0.253	-0.110	0.588	-0.401
Gross enrolment ratio, primary to tertiary, both sexes (%)	0.333	0.174	0.529	0.804	0.452	-0.022	-0.524	1.000	-0.156	-0.105	0.514	0.604	0.423	0.002	-0.562	0.306	-0.406	0.622
Area	-0.060	0.720	0.429	-0.303	0.047	-0.126	0.045	-0.156	1.000	0.813	-0.240	0.065	0.523	0.379	0.100	-0.361	0.248	0.011
Population	0.048	0.899	0.630	-0.215	-0.029	0.023	0.098	-0.105	0.813	1.000	-0.043	0.069	0.613	0.355	0.004	-0.164	0.194	0.073
Fertilizer Use Per Area	0.117	0.179	0.523	0.656	0.174	0.149	-0.252	0.514	-0.240	-0.043	1.000	0.712	0.494	-0.080	-0.403	0.494	-0.268	0.462
Fertilizer Use Per Capita	0.008	0.331	0.545	0.574	0.437	0.071	-0.499	0.604	0.065	0.069	0.712	1.000	0.668	0.013	-0.352	0.182	-0.359	0.637
Credit to Agriculture	0.097	0.763	0.813	0.311	0.375	0.166	-0.416	0.423	0.523	0.613	0.494	0.668	1.000	0.231	-0.233	0.125	-0.271	0.455
FDI inflows to Agriculture	0.156	0.359	0.225	-0.089	-0.058	0.043	0.113	0.002	0.379	0.355	-0.080	0.013	0.231	1.000	-0.004	-0.216	0.200	0.081
Agriculture share of Government Expenditure	-0.160	-0.195	-0.464	-0.600	-0.186	0.049	0.253	-0.562	0.100	0.004	-0.403	-0.352	-0.233	-0.004	1.000	-0.389	0.220	-0.427
Water Use Efficiency	0.066	-0.015	0.271	0.543	0.078	0.135	-0.110	0.306	-0.361	-0.164	0.494	0.182	0.125	-0.216	-0.389	1.000	-0.319	0.250
Gini coefficient	-0.018	0.029	-0.179	-0.417	-0.561	0.277	0.588	-0.406	0.248	0.194	-0.268	-0.359	-0.271	0.200	0.220	-0.319	1.000	-0.314
Agri_Prod_Per_Capita	0.307	0.460	0.522	0.606	0.314	0.023	-0.401	0.622	0.011	0.073	0.462	0.637	0.455	0.081	-0.427	0.250	-0.314	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Country	Year	Total Agri Production	GDP(1000 USD)	GDP per capita	Country_Code	No of frost days	Precipitation	Avg temperature	Gross enrolment ratio, primary to tertiary, both sexes (%)	Area	Population	Fertilizer Use Per Area	Fertilizer Use Per Capita	Credit to Agriculture	FDI inflows to Agriculture	Agriculture share of Government Expenditure	Water Use Efficiency	Gini coefficient	Agri_Prod_Per_Capita
0	Albania	1993.0	1885819.0	1700439.125	515.173587	ALB	6.29	90.18	12.14	61.81223	1126.0	3300711.0	25.49	5.42	NaN	642888.0	2.93	0.26	0.270103	571.337206
1	Albania	1994.0	1824978.0	1880950.821	571.023495	ALB	3.95	76.69	13.21	62.06585	1126.0	3293999.0	21.04	4.48	NaN	642888.0	2.93	0.26	0.270103	554.031134
2	Albania	1995.0	1464974.0	2392764.887	728.532187	ALB	5.08	116.03	11.81	62.87973	1127.0	3284364.0	15.67	3.34	NaN	642888.0	2.93	0.26	0.270103	446.044957
3	Albania	1996.0	1602148.0	3199642.024	978.085686	ALB	4.80	123.96	11.91	63.40557	1131.0	3271331.0	9.25	1.99	NaN	642888.0	2.93	0.26	0.270103	489.754170
4	Albania	1997.0	1431983.0	2224654.241	683.726604	ALB	5.38	81.00	12.12	65.17871	1135.0	3253719.0	7.43	1.60	NaN	642888.0	2.93	0.26	0.277984	440.106537
5	Albania	1998.0	1527417.0	2554868.837	790.448796	ALB	5.48	103.47	12.41	66.26195	1139.0	3232175.0	35.76	7.73	NaN	642888.0	2.93	0.26	0.285866	472.566306
6	Albania	1999.0	1507759.0	3221670.165	1004.179887	ALB	4.88	107.27	12.79	66.39499	1145.0	3208260.0	15.16	3.30	NaN	642888.0	2.93	0.26	0.293747	469.961599
7	Albania	2000.0	1548958.0	3487586.302	1096.028688	ALB	5.58	81.56	12.56	65.96461	1144.0	3182021.0	26.75	5.87	NaN	642888.0	2.93	0.26	0.301628	486.784342
8	Albania	2001.0	1574063.0	3926887.597	1245.203150	ALB	4.85	96.19	12.54	66.36585	1139.0	3153612.0	26.76	5.93	NaN	642888.0	2.93	0.26	0.309509	499.130204
9	Albania	2002.0	1658484.0	4355865.889	1394.523697	ALB	3.91	104.91	12.60	65.96581	1140.0	3123551.0	80.69	18.06	NaN	642888.0	3.72	0.37	0.317390	530.961076

	Country	Year	Total Agri Production	GDP(1000 USD)	GDP per capita	Country_Code	No of frost days	Precipitation	Avg temperature	Gross enrolment ratio, primary to tertiary, both sexes (%)	Area	Population	Fertilizer Use Per Area	Fertilizer Use Per Capita	Credit to Agriculture	FDI inflows to Agriculture	Agriculture share of Government Expenditure	Water Use Efficiency	Gini coefficient	Agri_Prod_Per_Capita
1937	Uruguay	2007.0	5375504.0	23410566.86	7033.049382	URY	0.41	113.50	17.13	88.49207	14550.0	3328651.0	122.82	61.86	20068104.0	335020000.0	1.15	0.17	0.464051	1614.919678
1938	Uruguay	2008.0	7357183.0	30366193.33	9102.232149	URY	0.07	68.79	17.79	86.58782	14674.0	3336126.0	92.30	57.14	22974252.0	600982000.0	1.20	0.18	0.450818	2205.307294
1939	Uruguay	2010.0	8286098.0	40284556.65	12015.732222	URY	0.30	103.46	17.37	90.51878	14433.0	3352651.0	128.80	88.40	32190854.0	314364000.0	1.01	0.16	0.444750	2471.506280
1940	Uruguay	2013.0	10951811.0	59963430.30	17734.468529	URY	0.17	90.47	17.25	95.11336	14346.7	3381180.0	223.25	172.16	58885727.0	342442549.0	0.94	0.23	0.404509	3239.049977
1941	Uruguay	2014.0	11280189.0	60484771.78	17833.372482	URY	0.08	133.99	17.81	95.68494	14475.1	3391662.0	163.43	132.52	63197725.0	43211760.0	0.99	0.22	0.401111	3325.858827
1942	Uruguay	2015.0	8833548.0	57080759.09	16774.555410	URY	0.20	103.82	17.88	95.61326	14467.6	3402818.0	102.52	82.61	48841471.0	42023232.0	0.91	0.21	0.401288	2595.950768
1943	Uruguay	2016.0	8067775.0	57236652.49	16766.425259	URY	0.05	111.88	17.25	97.38798	14265.3	3413766.0	135.50	99.90	45199938.0	182055671.0	0.94	0.21	0.396955	2363.306389
1944	Uruguay	2017.0	8943169.0	64233966.86	18769.787523	URY	0.08	113.84	18.42	98.66813	14222.9	3422200.0	138.98	100.32	45811604.0	-88928363.0	0.88	0.17	0.394645	2613.280638
1945	Zimbabwe	2012.0	1824286.0	17114849.88	1290.193956	ZWE	0.01	50.65	21.80	66.51386	16200.0	13265331.0	17.81	5.50	NaN	NaN	5.67	0.04	NaN	137.522841
1946	Zimbabwe	2013.0	1197274.0	19091019.99	1408.367810	ZWE	0.00	66.42	21.59	66.24621	16200.0	13555422.0	25.00	7.56	NaN	NaN	5.67	0.04	NaN	88.324362

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample